{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow_tts.inference import AutoConfig\n",
    "from tensorflow_tts.inference import TFAutoModel\n",
    "from tensorflow_tts.inference import AutoProcessor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "processor = AutoProcessor.from_pretrained(\"tensorspeech/tts-fastspeech2-ljspeech-en\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"i love you so much.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech2 = TFAutoModel.from_pretrained(\"tensorspeech/tts-fastspeech2-ljspeech-en\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save to Pb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Model.state_updates (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n",
      "WARNING:tensorflow:From /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Layer.updates (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n",
      "INFO:tensorflow:Assets written to: ./test_saved/assets\n"
     ]
    }
   ],
   "source": [
    "# save model into pb and do inference. Note that signatures should be a tf.function with input_signatures.\n",
    "tf.saved_model.save(fastspeech2, \"./test_saved\", signatures=fastspeech2.inference)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load and Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech2 = tf.saved_model.load(\"./test_saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"There’s a way to measure the acute emotional intelligence that has never gone out of style.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs, _, _ = fastspeech2.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    "    f0_ratios =tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    "    energy_ratios =tf.convert_to_tensor([1.0], dtype=tf.float32)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let inference other input to check dynamic shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"The Commission further recommends that the Secret Service coordinate its planning as closely as possible with all of the Federal agencies from which it receives information.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs, _, _ = fastspeech2.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    "    f0_ratios =tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    "    energy_ratios =tf.convert_to_tensor([1.0], dtype=tf.float32)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
